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Learning Control for Air Conditioning Systems via Human Expressions 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 卷号: 68, 期号: 8, 页码: 7662-7671
Authors:  Wei, Qinglai;  Li, Tao;  Liu, Derong
Favorite  |  View/Download:1/0  |  Submit date:2021/06/15
Adaptive dynamic programming  air conditioning control  deep learning (DL)  deep Q-network (DQN)  human expressions  optimal control  reinforcement learning (RL)  Q-learning  
Continuous-Time Distributed Policy Iteration for Multicontroller Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 卷号: 51, 期号: 5, 页码: 2372-2383
Authors:  Wei, Qinglai;  Li, Hongyang;  Yang, Xiong;  He, Haibo
Favorite  |  View/Download:3/0  |  Submit date:2021/06/07
Optimal control  Nonlinear systems  Decentralized control  Mathematical model  Convergence  Multi-agent systems  Adaptive dynamic programming (ADP)  approximate dynamic programming  distributed policy iteration  nonlinear systems  optimal control  
Self-Learning Optimal Control for Ice-Storage Air Conditioning Systems via Data-Based Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 卷号: 68, 期号: 4, 页码: 3599-3608
Authors:  Wei, Qinglai;  Liao, Zehua;  Song, Ruizhuo;  Zhang, Pinjia;  Wang, Zhuo;  Xiao, Jun
Favorite  |  View/Download:18/0  |  Submit date:2021/03/02
Optimal control  Air conditioning  Load modeling  Neural networks  Dynamic programming  Predictive models  Adaptive dynamic programming (ADP)  cooling load prediction  ice-storage air conditioning (IAC)  neural network  optimal control  
Consensus Control of Leader-Following Multi-Agent Systems in Directed Topology With Heterogeneous Disturbances 期刊论文
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2021, 卷号: 8, 期号: 2, 页码: 423-431
Authors:  Wei, Qinglai;  Wang, Xin;  Zhong, Xiangnan;  Wu, Naiqi
Adobe PDF(4423Kb)  |  Favorite  |  View/Download:12/1  |  Submit date:2021/03/08
Consensus control  directed topology  external disturbance  multi-agent (MA) systems  
A partial policy iteration ADP algorithm for nonlinear neuro-optimal control with discounted total reward 期刊论文
NEUROCOMPUTING, 2021, 卷号: 424, 页码: 23-34
Authors:  Liang, Mingming;  Wei, Qinglai
Favorite  |  View/Download:37/0  |  Submit date:2021/03/15
Adaptive critic designs  Adaptive dynamic programming  Policy iteration  Neural networks  Neuro-dynamic programming  Nonlinear systems  Optimal control  
Adaptive Dynamic Programming for Control: A Survey and Recent Advances 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 卷号: 51, 期号: 1, 页码: 142-160
Authors:  Liu, Derong;  Xue, Shan;  Zhao, Bo;  Luo, Biao;  Wei, Qinglai
Favorite  |  View/Download:25/0  |  Submit date:2021/03/08
Adaptive critic designs (ACDs)  adaptive dynamic programming  approximate dynamic programming  intelligent control  learning control  neural dynamic programming  neuro-dynamic programming  optimal control  reinforcement learning (RL)  
Adaptive Critic Designs for Optimal Event-Driven Control of a CSTR System 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 卷号: 17, 期号: 1, 页码: 484-493
Authors:  Yang, Xiong;  Wei, Qinglai
Favorite  |  View/Download:11/0  |  Submit date:2021/01/06
Chemical reactors  Optimal control  Nonlinear systems  Adaptive systems  Cost function  Informatics  Closed loop systems  Adaptive critic designs (ACDs)  continuous stirred tank reactor (CSTR)  discounted cost  event-driven control  reinforcement learning (RL)  
A process transfer model-based optimal compensation control strategy for batch process using just-in-time learning and trust region method 期刊论文
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2021, 卷号: 358, 期号: 1, 页码: 606-632
Authors:  Chu, Fei;  Cheng, Xiang;  Peng, Chuang;  Jia, Runda;  Chen, Tao;  Wei, Qinglai
Favorite  |  View/Download:6/0  |  Submit date:2021/03/01
Adaptive Critic Learning for Constrained Optimal Event-Triggered Control With Discounted Cost 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 卷号: 32, 期号: 1, 页码: 91-104
Authors:  Yang, Xiong;  Wei, Qinglai
Favorite  |  View/Download:0/0  |  Submit date:2021/06/15
Nonlinear systems  Optimal control  Robustness  Cost function  Adaptive systems  Adaptive critic designs (ACDs)  adaptive critic learning (ACL)  adaptive dynamic programming (ADP)  constrained optimal control  event-triggered control (ETC)  reinforcement learning (RL)  
Continuous-Time Time-Varying Policy Iteration 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 12, 页码: 4958-4971
Authors:  Wei, Qinglai;  Liao, Zehua;  Yang, Zhanyu;  Li, Benkai;  Liu, Derong
Favorite  |  View/Download:5/0  |  Submit date:2021/03/02
Optimal control  Nonlinear systems  Time-varying systems  Mathematical model  Dynamic programming  Approximation algorithms  Iterative algorithms  Adaptive critic designs  adaptive dynamic programming (ADP)  neuro-dynamic programming  nonlinear systems  optimal control  policy iteration